This study aimed to evaluate and classify some of the main traditional Brazilian semi‐hard cheeses, using multivariate tools to determine possible denomination fraud. Fifty‐six samples of Minas Artisanal (MA), Colonial (AC), Minas Padrão (MP) and Meia Cura (MC) cheeses were analysed. All the evaluated parameters indicated high variability. PCA and HCA confirmed two groupings (AC and MP; and MA and MC) with high similarity. The DD‐SIMCA method classified the cheeses with 83% accuracy. AC (48%) and MA (20%) cheeses were the most well classified in their respective denomination. These results were efficient in classifying groups and demonstrating the lack of authenticity regarding the denominations of these cheeses.